Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TLDC1

Gene summary for TLDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLDC1

Gene ID

57707

Gene nameMTOR associated protein, eak-7 homolog
Gene AliasEAK7
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

A8K5C2


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
57707TLDC1P1T-EHumanEsophagusESCC2.12e-031.80e-010.0875
57707TLDC1P2T-EHumanEsophagusESCC4.86e-071.87e-010.1177
57707TLDC1P4T-EHumanEsophagusESCC1.88e-082.50e-010.1323
57707TLDC1P5T-EHumanEsophagusESCC3.91e-132.73e-010.1327
57707TLDC1P8T-EHumanEsophagusESCC3.22e-141.98e-010.0889
57707TLDC1P9T-EHumanEsophagusESCC7.37e-049.14e-020.1131
57707TLDC1P10T-EHumanEsophagusESCC5.79e-035.93e-020.116
57707TLDC1P11T-EHumanEsophagusESCC3.22e-063.12e-010.1426
57707TLDC1P12T-EHumanEsophagusESCC1.51e-071.24e-010.1122
57707TLDC1P15T-EHumanEsophagusESCC1.60e-123.23e-010.1149
57707TLDC1P16T-EHumanEsophagusESCC5.93e-038.85e-020.1153
57707TLDC1P17T-EHumanEsophagusESCC8.79e-053.64e-010.1278
57707TLDC1P20T-EHumanEsophagusESCC3.40e-102.62e-010.1124
57707TLDC1P21T-EHumanEsophagusESCC2.32e-245.29e-010.1617
57707TLDC1P22T-EHumanEsophagusESCC5.01e-132.45e-010.1236
57707TLDC1P23T-EHumanEsophagusESCC2.63e-154.20e-010.108
57707TLDC1P24T-EHumanEsophagusESCC3.83e-112.73e-010.1287
57707TLDC1P26T-EHumanEsophagusESCC2.92e-082.29e-010.1276
57707TLDC1P27T-EHumanEsophagusESCC4.37e-081.39e-010.1055
57707TLDC1P28T-EHumanEsophagusESCC1.08e-021.24e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TLDC1SNVMissense_Mutationrs777986149c.830N>Cp.His277Prop.H277PQ6P9B6protein_codingdeleterious(0.03)benign(0.425)TCGA-A2-A0ST-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TLDC1SNVMissense_Mutationrs148516272c.1157C>Tp.Thr386Metp.T386MQ6P9B6protein_codingtolerated(0.06)benign(0.348)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TLDC1insertionIn_Frame_Insnovelc.423_424insCATGGTTTAACTGTAATAGCGTACCGCACGGGTCACAGCp.Leu141_Ser142insHisGlyLeuThrValIleAlaTyrArgThrGlyHisSerp.L141_S142insHGLTVIAYRTGHSQ6P9B6protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
TLDC1SNVMissense_Mutationrs200383674c.1331N>Ap.Arg444Hisp.R444HQ6P9B6protein_codingtolerated(0.27)benign(0.015)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TLDC1SNVMissense_Mutationc.614N>Gp.His205Argp.H205RQ6P9B6protein_codingtolerated(0.21)benign(0.003)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TLDC1SNVMissense_Mutationc.34T>Cp.Phe12Leup.F12LQ6P9B6protein_codingtolerated(0.65)benign(0)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TLDC1SNVMissense_Mutationc.688C>Ap.Leu230Metp.L230MQ6P9B6protein_codingdeleterious(0)possibly_damaging(0.89)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TLDC1SNVMissense_Mutationc.891N>Tp.Glu297Aspp.E297DQ6P9B6protein_codingdeleterious(0.01)possibly_damaging(0.881)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
TLDC1SNVMissense_Mutationrs201799248c.889G>Ap.Glu297Lysp.E297KQ6P9B6protein_codingtolerated(0.89)benign(0.062)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TLDC1SNVMissense_Mutationc.983N>Tp.Ser328Phep.S328FQ6P9B6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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